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Automation Risk Analysis

Will “Bowling Ball Marker” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Bowling Ball Marker” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Bowling Ball Marker” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Position products, components, or parts for testing.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Collect or select samples for testing or for use as models.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Notify supervisors or other personnel of production problems.

  • Analyze test data, making computations as necessary, to determine test results.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Compute usable amounts of items in shipments.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Recommend necessary corrective actions, based on inspection results.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Compute defect percentages or averages, using formulas and calculators.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

Technologies & Software

  • SAP software
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  • Apache Pig
  • Microsoft Excel
  • Medical condition coding software
  • IBM Notes
  • Apache Hive
  • Inspection marking systems
  • Computer assisted design software
  • Llama (Meta)
  • Statistical process control SPC data collection devices
  • Cybermetrics GAGETrak
  • Design of experiments DOE software
  • Claude (Anthropic)
  • Label inspection systems
  • IBM Lotus Notes
  • Wilcox Associates PC-DMIS Inspection Planner
  • Nova (Amazon)
  • The MathWorks MATLAB
  • Structured query language SQL
  • Coordinate measuring machine software
  • ChatGPT (OpenAI)
  • Data entry software
  • Skype
  • Microsoft Access
  • Rockwell Automation AI
  • Mastercam Design
  • Dassault Systemes CATIA
  • ABB AI Robotics
  • Microsoft Outlook
  • Mastercam computer-aided design and manufacturing software
  • Computer-aided inspection software
  • Autodesk AutoCAD
  • Data analysis software
  • Microsoft PowerPoint
  • DeepSeek
  • Mistral (Mistral AI)
  • Microsoft Visio
  • Microsoft Office software
  • Siemens Industrial AI
  • Extensible markup language XML
  • Cognex Vision AI
  • Gemini (Google)
  • Sight Machine AI
  • Selenium
  • Minitab
  • R
  • Microsoft SharePoint
  • Database software
  • Kimi (Moonshot AI)
  • Atlassian JIRA
  • Microsoft Word
  • Grok (xAI)
  • Dassault Systemes SolidWorks
  • FileMaker Pro
  • Verisurf Metrology
  • Tolerance analysis software
  • Function generators
  • Radiographic flaw detectors
  • Backplane testers
  • Bubble leak testers
  • Color spectrometers
  • Height gauges
  • Thread gauges
  • Ammeters
  • Holographic interferometers
  • Continuity testers
  • Conductivity meters
  • Resistivity meters
  • Sampling oscilloscopes
  • Pi tapes
  • Measuring microscopes
  • Eddy current flaw detectors
  • Plotters
  • Utrasonic flaw detectors
  • Vibration and shaker systems
  • Beta gauges
  • Null-balance acceleration instruments
  • Resistance meters
  • Laser thickness gauges
  • Personal computers
  • Shear testers
  • Coordinate measuring machines CMM
  • Impact hammers
  • Penetrant flaw detectors
  • Multimeters
  • Ductility testers
  • Digital resistance thermometers
  • Calipers
  • Micrometers
  • Verisurf Master3DGage
  • Magnetic induction acceleration instruments
  • Pin gauges
  • Hydraulic pumps
  • Direct current DC power testers
  • Strain gauges
  • Hipot testers
  • Resonance acceleration instruments
  • Mass flow leak testers
  • Logic test systems
  • Manufacturing defect analyzers MDA
  • Laser shearography flaw detectors
  • Optical comparators
  • Hydraulic lifts
  • Accelerometers
  • Gloss meters
  • Digital multimeters
  • Eddy current probes
  • Impact toughness testers
  • Compression testers
  • Power meters
  • Frequency meters
  • Frequency counters
  • Creep and stress relaxation testers
  • Magnetic particle flaw detectors
  • Linear or mixed signal equipment
  • Bit error rate testers BERT
  • Moisture meters
  • Plug gauges
  • Viscometers
  • Hardness testers
  • Industrial bench scales
  • Return loss calibrator RLC passive component testers
  • Overhead cranes
  • Digital voltmeters DVM
  • Verisurf CMM Master
  • Optical gauges
  • Force transducers
  • Metallurgical microscopes
  • Signal generators
  • Capacitive acceleration instruments
  • Tensile testers
  • Depth gauges
  • Environmental chambers
  • Forklifts
  • Calorimetric leak testers
  • Verisurf 3Dgage
  • Pulse generators
  • Piezoelectric acceleration instruments
  • Fatigue testers
  • Digital resistance meters
  • Sorting machines
  • Shock testers
  • In-circuit testers
  • Printed circuit board PCB testers

Alternative Job Titles